Multi-task learning for predicting synergistic drug combinations based on auto-encoding multi-relational graphs

Combinatorial drug therapy is a promising approach for treating complex diseases by combining drugs with synergistic effects. However, predicting effective drug combinations is challenging due to the complexity of biological systems and the limited understanding of pathophysiological mechanisms and drug targets. In this paper, we proposed a computational framework called VGAETF (Variational Graph Autoencoder Tensor Decomposition), which leveraged multi-relational graph to model complex relationships between entities in biological systems and predicted disease-related synergistic drug combinations in an end-to-end manner. In the computational experiments, VGAETF achieved high performances (AUROC [the area under receiver operating characteristic] = 0.9767, AUPR [the area under precision-recall] = 0.9660), outperforming other compared methods. Moreover, case studies further demonstrated the effectiveness of VGAETF in identifying potential disease-related synergistic drug combinations.

Clinic and ambulatory blood pressure lowering effect of aliskiren/amlodipine/hydrochlorothiazide combination in patients with moderate-to-severe hypertension: a randomized active-controlled trial

OBJECTIVES

To evaluate the clinic and ambulatory blood pressure (BP)-lowering efficacy and safety of an aliskiren/amlodipine/hydrochlorothiazide (HCT) triple combination compared with the component dual combinations, in patients with moderate-to-severe hypertension.

METHODS

This 8-week, double-blind, randomized, active-controlled study, after 1-4 weeks single-blind placebo run-in period, randomized 1191 patients to receive once-daily aliskiren/amlodipine 150/5 mg (n = 287), aliskiren/HCT 150/12.5 mg (n = 298), amlodipine/HCT 5/12.5 mg (n = 296), or aliskiren/amlodipine/HCT 150/5/12.5 mg (up-titrated from aliskiren/HCT 150/12.5 mg after initial 3 days) (n = 310) for 4 weeks, followed by forced titration to double the initial dose for the next 4 weeks.

RESULTS

Baseline mean sitting SBP and DBP (msSBP/msDBP) was comparable among treatment groups. The aliskiren/amlodipine/HCT combination resulted in significant least squares mean reduction in msSBP/msDBP from baseline to endpoints (week 4, -30.7/-15.9  mmHg; week 8, -37.9/-20.6  mmHg), superior (P < 0.001) to each of the dual combinations. The triple combination was associated with -27.8  mmHg reduction in msSBP at week 2, significantly better than the dual combinations (P < 0.05). Significantly greater mean SBP/DBP-lowering effect for triple vs. dual combinations was also demonstrated through 24-h, daytime, and night-time ambulatory BP measurements. Significantly greater (P < 0.001) BP control (msSBP/msDBP < 140/90  mmHg) was achieved with triple combination in patients with moderate-to-severe (62.3%) and severe (57.5%) hypertension.

CONCLUSION

Aliskiren/amlodipine/HCT at 150/5/12.5 mg (week 4) and 300/10/25 mg (week 8) provided statistically superior reductions in msSBP/msDBP and greater BP control rates vs. the dual combinations, and was well tolerated. The improved efficacy of BP reduction was evident within 2 weeks of initiating triple therapy even at low dose.

Aliskiren, amlodipine and hydrochlorothiazide triple combination for hypertension

Cardiovascular-related morbidity and mortality is linked to hypertension with proportional gains in cardiovascular risk factor reduction with the lowering of blood pressure. Clinical trial data has shown that attaining goal blood pressure requires, for most patients, at least two antihypertensive medications, with a significant proportion requiring regimens of three or more medications. Single-pill triple combinations have returned to the market following results of increased efficacy and adherence over dual- and mono-therapy. The combination of aliskiren, amlodipine and hydrochlorothiazide is a rational choice for combination therapy and recent studies suggest that it is safe and effective in lowering blood pressure in patients who fail dual combination therapy.

Aliskiren as add-on therapy in the treatment of hypertensive diabetic patients inadequately controlled with valsartan/HCT combination: a placebo-controlled study

BACKGROUND

Hypertension frequently coexists with diabetes mellitus, resulting in increased cardiovascular risk. Thus, BP control is crucial in decreasing morbidity and mortality in this difficult-to-treat patient population.

OBJECTIVE

The objective of this study was to evaluate the efficacy and safety of aliskiren in hypertensive patients with diabetes not adequately responsive to the combination of valsartan and hydrochlorothiazide (HCT).

METHODS

After a 1- to 4-week washout period, patients with a mean sitting diastolic BP (msDBP) ≥95 mmHg were treated with valsartan 160 mg for 2 weeks followed by valsartan/HCT 160 mg/25 mg for an additional 4 weeks (single-blind active run-in period). Patients whose msDBP remained ≥85 mmHg after the active run-in period were randomized (1 : 1) to receive aliskiren 150 mg (n = 184) or placebo (n = 179) as add-on therapy for 6 weeks. Aliskiren was then force-titrated to 300 mg once daily for another 6 weeks. Efficacy variables were: the change in msDBP and mean sitting systolic BP (msSBP) from baseline to week 12 endpoint, diastolic response (msDBP <80 mmHg or reduction of at least 10 mmHg), and BP control rate (<130/80 mmHg).

RESULTS

Of the 363 patients randomized, 328 (90.4%) completed the study (aliskiren and placebo groups: 89.7% and 91.1%, respectively). At week 12 endpoint, the least squares mean (LSM) changes in msDBP (aliskiren vs placebo: -5.8 vs -4.8 mmHg; p = 0.2767) and msSBP (aliskiren vs placebo: -7.3 vs -4.8 mmHg; p = 0.0725) were numerically greater in patients treated with aliskiren compared with those treated with placebo; however, this difference was not statistically significant. The proportion of diastolic responders (aliskiren and placebo: 68.5% and 72.9%, respectively; p = 0.8482) and patients achieving BP control (aliskiren and placebo: 16.0% and 16.4%, respectively; p = 0.7511) were similar for both groups. Overall, 63 (34%) and 59 (33%) patients in the aliskiren and placebo groups, respectively, experienced adverse events (AEs). The most commonly reported AEs were headache (placebo group: 6.1%) and dizziness (aliskiren group: 4.4%). Aliskiren was well tolerated.

CONCLUSION

The reductions in BP with aliskiren added to valsartan/HCT in this study were numerically greater compared with placebo added to valsartan/HCT, although not statistically significant.

The plasma renin test reveals the contribution of body sodium-volume content (V) and renin-angiotensin (R) vasoconstriction to long-term blood pressure

Body sodium works together with the plasma renin-angiotensin system to ensure adequate blood flow to the tissues. Body sodium content determines the extracellular fluid (ECF) volume ensuring that, with each heart beat, a sufficient volume of fluid is delivered into the arterial space. At the same time the kidneys monitor ECF volume and blood pressure (BP), so that the juxtaglomerular cells can adjust their net secretion rate of renin to maintain an appropriate plasma renin activity (PRA) level. Plasma renin produces angiotensin II (Ang II) to constrict the arterioles and thereby ensure sufficient BP to deliver an appropriate rate of flow for cardiovascular homeostasis. The low renin, sodium-volume dependent (V) form of essential hypertension occurs whenever body sodium content increases beyond the point where plasma renin-angiotensin vasoconstrictor activity is turned off. In contrast, medium to high renin (R) hypertension occurs when too much renin is secreted relative to the body sodium content. Thus, BP = V × R. This volume-vasoconstriction dual support of long-term hypertension is validated by the fact that all effective long-term antihypertensive drug types are either (i) natriuretic to reduce body salt and volume content (anti-V), or (ii) antirenin to reduce or block the activity of the circulating renin-angiotensin system (anti-R). The PRA test defines the relative participation of the concurrent volume and vasoconstrictor factors. In the hypertensive patient PRA testing can guide initiation, addition or subtraction of anti-V or anti-R antihypertensive drug types to thereby improve BP control and prognosis while reducing drug type usage and cost.

Efficacy and safety of aliskiren, a direct renin inhibitor, compared with ramipril in Asian patients with mild to moderate hypertension

This 8-week, randomized, double-blind, parallel-group study compared the efficacy and safety of aliskiren with ramipril in Asian patients with mild to moderate hypertension. Following a 2- to 3-week placebo run-in period, patients with mean sitting diastolic blood pressure (msDBP) ≥95 and <110 mm Hg were randomized to receive once daily dose of either aliskiren 75, 150, 300 mg or ramipril 5 mg for 8 weeks. Efficacy variables were the changes in msDBP and mean sitting systolic BP (msSBP) and BP control rates (<140/90 mm Hg). Safety was assessed by recording adverse events (AEs) and serious AEs (SAEs). Of 1316 randomized patients, 1160 (88.1%) completed the study. At the study endpoint, patients on aliskiren had greater mean BP reductions (14.39/11.63 mm Hg for 300 mg; 12.16/10.04 mm Hg for 150 mg; 12.24/10.66 mm Hg for 75 mg) than those on 5 mg ramipril (11.46/9.19 mm Hg). All aliskiren doses were statistically non-inferior (P<0.0001) to ramipril in reducing msDBP. The reduction in BP for aliskiren 300 mg was statistically superior vs. ramipril (P<0.002). Blood pressure control rates were higher for aliskiren (300 mg, 52.29%; 150 mg, 48.11%; 75 mg, 45.68%) than for ramipril (5 mg, 43.7%); the difference for aliskiren 300 mg vs. ramipril 5 mg was statistically significant (P<0.05). Aliskiren was well tolerated with a fourfold lower incidence of cough (0.6-1.2%) compared with ramipril (5.2%). SAEs were rare in this study (0.5%). Aliskiren produced greater BP reductions with a lower incidence of cough than ramipril in Asian patients with mild to moderate hypertension.

Efficacy of aliskiren/hydrochlorothiazide combination for the treatment of hypertension: a meta-analytical approach

BACKGROUND

Single-pill combinations of aliskiren/hydrochlorothiazide have recently been approved by the European Medicines Agency for the treatment of hypertension.

OBJECTIVE

This study aimed to assess the antihypertensive efficacy of aliskiren/hydrochlorothiazide combination in reducing systolic and diastolic blood pressure in hypertensive patients.

METHODS

A search in International Pharmaceutical Abstracts, MEDLINE, The Cochrane Library and ISI Web of Knowledge was performed from 2000 to November 2009, to identify randomized, double-blind, clinical trials using aliskiren/hydrochlorothiazide for the treatment of hypertension. Studies were included if they evaluated the antihypertensive efficacy of aliskiren/hydrochlorothiazide in patients with mild or moderate essential hypertension and age ≥ 18 years. The meta-analytical approach calculated the weighted average reductions of systolic and diastolic blood pressure for each daily dosage combination.

RESULTS

We included 5 clinical trials testing several combinations of aliskiren/hydrochlorothiazide and containing data on 5448 patients. In all studies blood pressure was assessed at inclusion (baseline) and after 8 weeks of therapy. Blood pressure reductions and control rates were significantly (p < 0.05) higher with the aliskiren/hydrochlorothiazide combinations than with placebo and the same doses of aliskiren or hydrochlorothiazide alone. The weighted mean reductions (mm Hg) from baseline of systolic and diastolic blood pressure for each aliskiren/hydrochlorothiazide combination were: -15.8/-10.3 (150/25 mg); -15.9/-11.8 (300/12.5 mg); -16.9/-11.6 (300/25 mg). Blood pressure control rates (%) for the above combinations were, at least, respectively: 43.8, 50.1 and 51.9.

CONCLUSIONS

Aliskiren/hydrochlorothiazide provided clinically significant additional blood pressure reductions and improved blood pressure control rates over aliskiren or hydrochlorothiazide monotherapy.

Efficacy and tolerability of aliskiren 300 mg/hydrochlorothiazide 25 mg (± amlodipine 5 mg) in hypertensive patients not controlled by candesartan 32 mg plus HCT 25 mg

AIMS

The majority of patients with essential hypertension of moderate severity (WHO grade 2) require combination therapy. We aimed to investigate whether the single-pill combination of aliskiren 300  mg and hydrochlorothiazide (HCT) 25  mg (ALIS 300/HCT 25) improves the BP reduction in hypertensive patients not adequately controlled by the free combination of candesartan 32  mg and HCT 25  mg (CAN 32 + HCT 25).

METHODS

In an open-label, single-arm study, patients with mean sitting diastolic blood pressure (DBP) between 100-109  mmHg at baseline received 4-week treatment with CAN 32 + HCT 25 (Phase 1), followed - in patients whose BP was not controlled - by 4-week treatment with ALIS 300/HCT 25 (Phase 2). The DBP change between weeks 4 and 8 was the primary endpoint. The ClinicalTrials.gov Identifier is NCT00867490.

RESULTS

In the 186 patients treated, CAN 32 + HCT 25 reduced systolic BP (SBP)/DBP by 18.9/12.2 mmHg. Those 123 patients with uncontrolled hypertension switched to ALIS 300/HCT 25 experienced a further SBP/DBP reduction of 2.8/3.1  mmHg between week 4 and week 8 (p = 0.0064 and p < 0.0001), and 33.3% achieved DBP normalisation. In 61 patients not controlled after week 8 (SBP ≥ 140  mmHg or DBP  ≥  90  mmHg), who participated in an optional study extension, amlodipine 5  mg was added. Triple therapy over 4 weeks decreased SBP/DBP by further 9.2/5.9  mmHg (p < 0.0001 each). Adverse events with suspected drug relationship were noted in 4.3% (Phase 1), 3.3% (Phase 2), and 1.6% (extension) of the patients. Limitations of the study include the open-label, non-randomised approach and short treatment duration across the individual phases.

CONCLUSIONS

In this open-label, single-arm switch study reflecting clinical practice, patients with moderate hypertension not controlled by the free combination of CAN 32 + HCT 25 achieved a clinically and statistically significant reduction of blood pressure from the single pill combination of ALIS 300/HCT 25, and the optional addition of amlodipine.